Overview
Brought to you by YData
Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 1460 |
| Missing cells | 3580 |
| Missing cells (%) | 10.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 513.8 KiB |
| Average record size in memory | 360.4 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 4 |
2ndFlrSF has 86 (5.9%) missing values | Missing |
BedroomAbvGr has 99 (6.8%) missing values | Missing |
BsmtExposure has 38 (2.6%) missing values | Missing |
BsmtFinType1 has 145 (9.9%) missing values | Missing |
EnclosedPorch has 1324 (90.7%) missing values | Missing |
GarageFinish has 235 (16.1%) missing values | Missing |
GarageYrBlt has 81 (5.5%) missing values | Missing |
LotFrontage has 259 (17.7%) missing values | Missing |
WoodDeckSF has 1305 (89.4%) missing values | Missing |
2ndFlrSF has 781 (53.5%) zeros | Zeros |
BsmtFinSF1 has 467 (32.0%) zeros | Zeros |
BsmtUnfSF has 118 (8.1%) zeros | Zeros |
EnclosedPorch has 116 (7.9%) zeros | Zeros |
GarageArea has 81 (5.5%) zeros | Zeros |
MasVnrArea has 861 (59.0%) zeros | Zeros |
OpenPorchSF has 656 (44.9%) zeros | Zeros |
TotalBsmtSF has 37 (2.5%) zeros | Zeros |
WoodDeckSF has 78 (5.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-25 22:49:13.039430 |
|---|---|
| Analysis finished | 2025-03-25 22:50:12.941455 |
| Duration | 59.9 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
1stFlrSF
Real number (ℝ)
| Distinct | 753 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.6267 |
| Minimum | 334 |
|---|---|
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.95 |
| Q1 | 882 |
| median | 1087 |
| Q3 | 1391.25 |
| 95-th percentile | 1831.25 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range (IQR) | 509.25 |
Descriptive statistics
| Standard deviation | 386.58774 |
|---|---|
| Coefficient of variation (CV) | 0.33251235 |
| Kurtosis | 5.7458415 |
| Mean | 1162.6267 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.3767566 |
| Sum | 1697435 |
| Variance | 149450.08 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 25 | 1.7% |
| 1040 | 16 | 1.1% |
| 912 | 14 | 1.0% |
| 894 | 12 | 0.8% |
| 848 | 12 | 0.8% |
| 672 | 11 | 0.8% |
| 630 | 9 | 0.6% |
| 816 | 9 | 0.6% |
| 483 | 7 | 0.5% |
| 960 | 7 | 0.5% |
| Other values (743) | 1338 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 483 | 7 | |
| 495 | 1 | 0.1% |
| 520 | 5 | |
| 525 | 1 | 0.1% |
| 526 | 1 | 0.1% |
| 536 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4692 | 1 | |
| 3228 | 1 | |
| 3138 | 1 | |
| 2898 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2515 | 1 | |
| 2444 | 1 | |
| 2411 | 1 | |
| 2402 | 1 |
2ndFlrSF
Real number (ℝ)
Missing  Zeros 
| Distinct | 401 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 86 |
| Missing (%) | 5.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 348.52402 |
| Minimum | 0 |
|---|---|
| Maximum | 2065 |
| Zeros | 781 |
| Zeros (%) | 53.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 728 |
| 95-th percentile | 1142 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 438.86559 |
|---|---|
| Coefficient of variation (CV) | 1.2592119 |
| Kurtosis | -0.54642813 |
| Mean | 348.52402 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.81512331 |
| Sum | 478872 |
| Variance | 192603 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 781 | |
| 728 | 10 | 0.7% |
| 672 | 8 | 0.5% |
| 504 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 720 | 7 | 0.5% |
| 546 | 7 | 0.5% |
| 896 | 6 | 0.4% |
| 862 | 5 | 0.3% |
| 840 | 5 | 0.3% |
| Other values (391) | 530 | |
| (Missing) | 86 | 5.9% |
| Value | Count | Frequency (%) |
| 0 | 781 | |
| 110 | 1 | 0.1% |
| 167 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 208 | 1 | 0.1% |
| 213 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 240 | 1 | 0.1% |
| 252 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 1872 | 1 | |
| 1818 | 1 | |
| 1796 | 1 | |
| 1611 | 1 | |
| 1589 | 1 | |
| 1540 | 1 | |
| 1538 | 1 | |
| 1523 | 1 | |
| 1519 | 1 |
BedroomAbvGr
Real number (ℝ)
Missing 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 99 |
| Missing (%) | 6.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8692138 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 6 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8201148 |
|---|---|
| Coefficient of variation (CV) | 0.28583258 |
| Kurtosis | 2.3183658 |
| Mean | 2.8692138 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.22954095 |
| Sum | 3905 |
| Variance | 0.67258828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 749 | |
| 2 | 333 | |
| 4 | 199 | 13.6% |
| 1 | 46 | 3.2% |
| 5 | 20 | 1.4% |
| 6 | 7 | 0.5% |
| 0 | 6 | 0.4% |
| 8 | 1 | 0.1% |
| (Missing) | 99 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.4% |
| 1 | 46 | 3.2% |
| 2 | 333 | |
| 3 | 749 | |
| 4 | 199 | 13.6% |
| 5 | 20 | 1.4% |
| 6 | 7 | 0.5% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 6 | 7 | 0.5% |
| 5 | 20 | 1.4% |
| 4 | 199 | 13.6% |
| 3 | 749 | |
| 2 | 333 | |
| 1 | 46 | 3.2% |
| 0 | 6 | 0.4% |
BsmtExposure
Categorical
Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 38 |
| Missing (%) | 2.6% |
| Memory size | 73.0 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Gd |
| 3rd row | Mn |
| 4th row | No |
| 5th row | Av |
Common Values
| Value | Count | Frequency (%) |
| No | 953 | |
| Av | 221 | 15.1% |
| Gd | 134 | 9.2% |
| Mn | 114 | 7.8% |
| (Missing) | 38 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 953 | |
| av | 221 | 15.5% |
| gd | 134 | 9.4% |
| mn | 114 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2844 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2844 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2844 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
BsmtFinSF1
Real number (ℝ)
Zeros 
| Distinct | 637 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 443.63973 |
| Minimum | 0 |
|---|---|
| Maximum | 5644 |
| Zeros | 467 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 383.5 |
| Q3 | 712.25 |
| 95-th percentile | 1274 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range (IQR) | 712.25 |
Descriptive statistics
| Standard deviation | 456.09809 |
|---|---|
| Coefficient of variation (CV) | 1.0280822 |
| Kurtosis | 11.118236 |
| Mean | 443.63973 |
| Median Absolute Deviation (MAD) | 383.5 |
| Skewness | 1.6855031 |
| Sum | 647714 |
| Variance | 208025.47 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 24 | 12 | 0.8% |
| 16 | 9 | 0.6% |
| 686 | 5 | 0.3% |
| 662 | 5 | 0.3% |
| 20 | 5 | 0.3% |
| 936 | 5 | 0.3% |
| 616 | 5 | 0.3% |
| 560 | 4 | 0.3% |
| 553 | 4 | 0.3% |
| Other values (627) | 939 |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 2 | 1 | 0.1% |
| 16 | 9 | 0.6% |
| 20 | 5 | 0.3% |
| 24 | 12 | 0.8% |
| 25 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 3 | 0.2% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5644 | 1 | |
| 2260 | 1 | |
| 2188 | 1 | |
| 2096 | 1 | |
| 1904 | 1 | |
| 1880 | 1 | |
| 1810 | 1 | |
| 1767 | 1 | |
| 1721 | 1 | |
| 1696 | 1 |
BsmtFinType1
Categorical
Missing 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 145 |
| Missing (%) | 9.9% |
| Memory size | 74.8 KiB |
| Unf | |
|---|---|
| GLQ | |
| ALQ | |
| BLQ | |
| Rec |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GLQ |
|---|---|
| 2nd row | ALQ |
| 3rd row | GLQ |
| 4th row | ALQ |
| 5th row | GLQ |
Common Values
| Value | Count | Frequency (%) |
| Unf | 396 | |
| GLQ | 385 | |
| ALQ | 202 | |
| BLQ | 136 | 9.3% |
| Rec | 126 | 8.6% |
| LwQ | 70 | 4.8% |
| (Missing) | 145 | 9.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 396 | |
| glq | 385 | |
| alq | 202 | |
| blq | 136 | 10.3% |
| rec | 126 | 9.6% |
| lwq | 70 | 5.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 793 | |
| Q | 793 | |
| U | 396 | |
| n | 396 | |
| f | 396 | |
| G | 385 | |
| A | 202 | 5.1% |
| B | 136 | 3.4% |
| R | 126 | 3.2% |
| e | 126 | 3.2% |
| Other values (2) | 196 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3945 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 793 | |
| Q | 793 | |
| U | 396 | |
| n | 396 | |
| f | 396 | |
| G | 385 | |
| A | 202 | 5.1% |
| B | 136 | 3.4% |
| R | 126 | 3.2% |
| e | 126 | 3.2% |
| Other values (2) | 196 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3945 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 793 | |
| Q | 793 | |
| U | 396 | |
| n | 396 | |
| f | 396 | |
| G | 385 | |
| A | 202 | 5.1% |
| B | 136 | 3.4% |
| R | 126 | 3.2% |
| e | 126 | 3.2% |
| Other values (2) | 196 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3945 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 793 | |
| Q | 793 | |
| U | 396 | |
| n | 396 | |
| f | 396 | |
| G | 385 | |
| A | 202 | 5.1% |
| B | 136 | 3.4% |
| R | 126 | 3.2% |
| e | 126 | 3.2% |
| Other values (2) | 196 | 5.0% |
BsmtUnfSF
Real number (ℝ)
Zeros 
| Distinct | 780 |
|---|---|
| Distinct (%) | 53.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 567.24041 |
| Minimum | 0 |
|---|---|
| Maximum | 2336 |
| Zeros | 118 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 223 |
| median | 477.5 |
| Q3 | 808 |
| 95-th percentile | 1468 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range (IQR) | 585 |
Descriptive statistics
| Standard deviation | 441.86696 |
|---|---|
| Coefficient of variation (CV) | 0.77897651 |
| Kurtosis | 0.47499399 |
| Mean | 567.24041 |
| Median Absolute Deviation (MAD) | 288 |
| Skewness | 0.92026845 |
| Sum | 828171 |
| Variance | 195246.41 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 118 | 8.1% |
| 728 | 9 | 0.6% |
| 384 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 300 | 7 | 0.5% |
| 572 | 7 | 0.5% |
| 270 | 6 | 0.4% |
| 625 | 6 | 0.4% |
| 672 | 6 | 0.4% |
| 440 | 6 | 0.4% |
| Other values (770) | 1280 |
| Value | Count | Frequency (%) |
| 0 | 118 | |
| 14 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 23 | 2 | 0.1% |
| 26 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 2 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 2336 | 1 | |
| 2153 | 1 | |
| 2121 | 1 | |
| 2046 | 1 | |
| 2042 | 1 | |
| 2002 | 1 | |
| 1969 | 1 | |
| 1935 | 1 | |
| 1926 | 1 | |
| 1907 | 1 |
EnclosedPorch
Real number (ℝ)
Missing  Zeros 
| Distinct | 19 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 1324 |
| Missing (%) | 90.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.330882 |
| Minimum | 0 |
|---|---|
| Maximum | 286 |
| Zeros | 116 |
| Zeros (%) | 7.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 218 |
| Maximum | 286 |
| Range | 286 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 66.684115 |
|---|---|
| Coefficient of variation (CV) | 2.6325224 |
| Kurtosis | 5.4086006 |
| Mean | 25.330882 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5762649 |
| Sum | 3445 |
| Variance | 4446.7712 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 116 | 7.9% |
| 112 | 2 | 0.1% |
| 244 | 2 | 0.1% |
| 50 | 1 | 0.1% |
| 286 | 1 | 0.1% |
| 42 | 1 | 0.1% |
| 145 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 226 | 1 | 0.1% |
| 138 | 1 | 0.1% |
| Other values (9) | 9 | 0.6% |
| (Missing) | 1324 |
| Value | Count | Frequency (%) |
| 0 | 116 | |
| 42 | 1 | 0.1% |
| 50 | 1 | 0.1% |
| 91 | 1 | 0.1% |
| 112 | 2 | 0.1% |
| 136 | 1 | 0.1% |
| 138 | 1 | 0.1% |
| 144 | 1 | 0.1% |
| 145 | 1 | 0.1% |
| 158 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 286 | 1 | |
| 268 | 1 | |
| 244 | 2 | |
| 234 | 1 | |
| 226 | 1 | |
| 224 | 1 | |
| 216 | 1 | |
| 190 | 1 | |
| 185 | 1 | |
| 158 | 1 |
GarageArea
Real number (ℝ)
Zeros 
| Distinct | 441 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 472.98014 |
| Minimum | 0 |
|---|---|
| Maximum | 1418 |
| Zeros | 81 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 334.5 |
| median | 480 |
| Q3 | 576 |
| 95-th percentile | 850.1 |
| Maximum | 1418 |
| Range | 1418 |
| Interquartile range (IQR) | 241.5 |
Descriptive statistics
| Standard deviation | 213.80484 |
|---|---|
| Coefficient of variation (CV) | 0.45203768 |
| Kurtosis | 0.9170672 |
| Mean | 472.98014 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.17998091 |
| Sum | 690551 |
| Variance | 45712.51 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 81 | 5.5% |
| 440 | 49 | 3.4% |
| 576 | 47 | 3.2% |
| 240 | 38 | 2.6% |
| 484 | 34 | 2.3% |
| 528 | 33 | 2.3% |
| 288 | 27 | 1.8% |
| 400 | 25 | 1.7% |
| 264 | 24 | 1.6% |
| 480 | 24 | 1.6% |
| Other values (431) | 1078 |
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 160 | 2 | 0.1% |
| 164 | 1 | 0.1% |
| 180 | 9 | 0.6% |
| 186 | 1 | 0.1% |
| 189 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 198 | 1 | 0.1% |
| 200 | 4 | 0.3% |
| 205 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 1418 | 1 | |
| 1390 | 1 | |
| 1356 | 1 | |
| 1248 | 1 | |
| 1220 | 1 | |
| 1166 | 1 | |
| 1134 | 1 | |
| 1069 | 1 | |
| 1053 | 1 | |
| 1052 | 2 |
GarageFinish
Categorical
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 235 |
| Missing (%) | 16.1% |
| Memory size | 75.2 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RFn |
|---|---|
| 2nd row | RFn |
| 3rd row | RFn |
| 4th row | Unf |
| 5th row | RFn |
Common Values
| Value | Count | Frequency (%) |
| Unf | 546 | |
| RFn | 366 | |
| Fin | 313 | |
| (Missing) | 235 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 546 | |
| rfn | 366 | |
| fin | 313 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1225 | |
| F | 679 | |
| U | 546 | |
| f | 546 | |
| R | 366 | 10.0% |
| i | 313 | 8.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3675 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1225 | |
| F | 679 | |
| U | 546 | |
| f | 546 | |
| R | 366 | 10.0% |
| i | 313 | 8.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3675 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1225 | |
| F | 679 | |
| U | 546 | |
| f | 546 | |
| R | 366 | 10.0% |
| i | 313 | 8.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3675 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1225 | |
| F | 679 | |
| U | 546 | |
| f | 546 | |
| R | 366 | 10.0% |
| i | 313 | 8.5% |
GarageYrBlt
Real number (ℝ)
Missing 
| Distinct | 97 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1978.5062 |
| Minimum | 1900 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1930 |
| Q1 | 1961 |
| median | 1980 |
| Q3 | 2002 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 110 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 24.689725 |
|---|---|
| Coefficient of variation (CV) | 0.012478973 |
| Kurtosis | -0.418341 |
| Mean | 1978.5062 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | -0.64941462 |
| Sum | 2728360 |
| Variance | 609.58251 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2005 | 65 | 4.5% |
| 2006 | 59 | 4.0% |
| 2004 | 53 | 3.6% |
| 2003 | 50 | 3.4% |
| 2007 | 49 | 3.4% |
| 1977 | 35 | 2.4% |
| 1998 | 31 | 2.1% |
| 1999 | 30 | 2.1% |
| 1976 | 29 | 2.0% |
| 2008 | 29 | 2.0% |
| Other values (87) | 949 | |
| (Missing) | 81 | 5.5% |
| Value | Count | Frequency (%) |
| 1900 | 1 | 0.1% |
| 1906 | 1 | 0.1% |
| 1908 | 1 | 0.1% |
| 1910 | 3 | 0.2% |
| 1914 | 2 | 0.1% |
| 1915 | 2 | 0.1% |
| 1916 | 5 | 0.3% |
| 1918 | 2 | 0.1% |
| 1920 | 14 | |
| 1921 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 2010 | 3 | 0.2% |
| 2009 | 21 | 1.4% |
| 2008 | 29 | |
| 2007 | 49 | |
| 2006 | 59 | |
| 2005 | 65 | |
| 2004 | 53 | |
| 2003 | 50 | |
| 2002 | 26 | 1.8% |
| 2001 | 20 | 1.4% |
GrLivArea
Real number (ℝ)
| Distinct | 861 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1515.4637 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129.5 |
| median | 1464 |
| Q3 | 1776.75 |
| 95-th percentile | 2466.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 647.25 |
Descriptive statistics
| Standard deviation | 525.48038 |
|---|---|
| Coefficient of variation (CV) | 0.34674561 |
| Kurtosis | 4.8951206 |
| Mean | 1515.4637 |
| Median Absolute Deviation (MAD) | 326 |
| Skewness | 1.3665604 |
| Sum | 2212577 |
| Variance | 276129.63 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 22 | 1.5% |
| 1040 | 14 | 1.0% |
| 894 | 11 | 0.8% |
| 1456 | 10 | 0.7% |
| 848 | 10 | 0.7% |
| 1200 | 9 | 0.6% |
| 912 | 9 | 0.6% |
| 816 | 8 | 0.5% |
| 1092 | 8 | 0.5% |
| 1728 | 7 | 0.5% |
| Other values (851) | 1352 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 520 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 616 | 1 | 0.1% |
| 630 | 6 | |
| 672 | 2 | 0.1% |
| 691 | 1 | 0.1% |
| 693 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3493 | 1 | |
| 3447 | 1 | |
| 3395 | 1 | |
| 3279 | 1 |
KitchenQual
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 72.8 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 39 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | Gd |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 735 | |
| Gd | 586 | |
| Ex | 100 | 6.8% |
| Fa | 39 | 2.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 735 | |
| gd | 586 | |
| ex | 100 | 6.8% |
| fa | 39 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
LotArea
Real number (ℝ)
| Distinct | 1073 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10516.828 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3311.7 |
| Q1 | 7553.5 |
| median | 9478.5 |
| Q3 | 11601.5 |
| 95-th percentile | 17401.15 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4048 |
Descriptive statistics
| Standard deviation | 9981.2649 |
|---|---|
| Coefficient of variation (CV) | 0.9490756 |
| Kurtosis | 203.24327 |
| Mean | 10516.828 |
| Median Absolute Deviation (MAD) | 1998 |
| Skewness | 12.207688 |
| Sum | 15354569 |
| Variance | 99625650 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7200 | 25 | 1.7% |
| 9600 | 24 | 1.6% |
| 6000 | 17 | 1.2% |
| 9000 | 14 | 1.0% |
| 8400 | 14 | 1.0% |
| 10800 | 14 | 1.0% |
| 1680 | 10 | 0.7% |
| 7500 | 9 | 0.6% |
| 9100 | 8 | 0.5% |
| 8125 | 8 | 0.5% |
| Other values (1063) | 1317 |
| Value | Count | Frequency (%) |
| 1300 | 1 | 0.1% |
| 1477 | 1 | 0.1% |
| 1491 | 1 | 0.1% |
| 1526 | 1 | 0.1% |
| 1533 | 2 | 0.1% |
| 1596 | 1 | 0.1% |
| 1680 | 10 | |
| 1869 | 1 | 0.1% |
| 1890 | 2 | 0.1% |
| 1920 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 63887 | 1 | |
| 57200 | 1 | |
| 53504 | 1 | |
| 53227 | 1 | |
| 53107 | 1 |
LotFrontage
Real number (ℝ)
Missing 
| Distinct | 110 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 259 |
| Missing (%) | 17.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.049958 |
| Minimum | 21 |
|---|---|
| Maximum | 313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 59 |
| median | 69 |
| Q3 | 80 |
| 95-th percentile | 107 |
| Maximum | 313 |
| Range | 292 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 24.284752 |
|---|---|
| Coefficient of variation (CV) | 0.3466776 |
| Kurtosis | 17.452867 |
| Mean | 70.049958 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 2.1635691 |
| Sum | 84130 |
| Variance | 589.74917 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 143 | 9.8% |
| 70 | 70 | 4.8% |
| 80 | 69 | 4.7% |
| 50 | 57 | 3.9% |
| 75 | 53 | 3.6% |
| 65 | 44 | 3.0% |
| 85 | 40 | 2.7% |
| 78 | 25 | 1.7% |
| 90 | 23 | 1.6% |
| 21 | 23 | 1.6% |
| Other values (100) | 654 | |
| (Missing) | 259 | 17.7% |
| Value | Count | Frequency (%) |
| 21 | 23 | |
| 24 | 19 | |
| 30 | 6 | 0.4% |
| 32 | 5 | 0.3% |
| 33 | 1 | 0.1% |
| 34 | 10 | |
| 35 | 9 | 0.6% |
| 36 | 6 | 0.4% |
| 37 | 5 | 0.3% |
| 38 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 313 | 2 | |
| 182 | 1 | |
| 174 | 2 | |
| 168 | 1 | |
| 160 | 1 | |
| 153 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 144 | 1 |
MasVnrArea
Real number (ℝ)
Zeros 
| Distinct | 327 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 8 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.68526 |
| Minimum | 0 |
|---|---|
| Maximum | 1600 |
| Zeros | 861 |
| Zeros (%) | 59.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 166 |
| 95-th percentile | 456 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range (IQR) | 166 |
Descriptive statistics
| Standard deviation | 181.06621 |
|---|---|
| Coefficient of variation (CV) | 1.7463061 |
| Kurtosis | 10.082417 |
| Mean | 103.68526 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6690842 |
| Sum | 150551 |
| Variance | 32784.971 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 72 | 8 | 0.5% |
| 108 | 8 | 0.5% |
| 180 | 8 | 0.5% |
| 120 | 7 | 0.5% |
| 16 | 7 | 0.5% |
| 340 | 6 | 0.4% |
| 106 | 6 | 0.4% |
| 80 | 6 | 0.4% |
| 200 | 6 | 0.4% |
| Other values (317) | 529 | |
| (Missing) | 8 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 2 | 0.1% |
| 11 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 7 | 0.5% |
| 18 | 2 | 0.1% |
| 22 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1378 | 1 | |
| 1170 | 1 | |
| 1129 | 1 | |
| 1115 | 1 | |
| 1047 | 1 | |
| 1031 | 1 | |
| 975 | 1 | |
| 922 | 1 | |
| 921 | 1 |
OpenPorchSF
Real number (ℝ)
Zeros 
| Distinct | 202 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.660274 |
| Minimum | 0 |
|---|---|
| Maximum | 547 |
| Zeros | 656 |
| Zeros (%) | 44.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 25 |
| Q3 | 68 |
| 95-th percentile | 175.05 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 68 |
Descriptive statistics
| Standard deviation | 66.256028 |
|---|---|
| Coefficient of variation (CV) | 1.4199665 |
| Kurtosis | 8.4903358 |
| Mean | 46.660274 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 2.3643417 |
| Sum | 68124 |
| Variance | 4389.8612 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 656 | |
| 36 | 29 | 2.0% |
| 48 | 22 | 1.5% |
| 20 | 21 | 1.4% |
| 40 | 19 | 1.3% |
| 45 | 19 | 1.3% |
| 24 | 16 | 1.1% |
| 30 | 16 | 1.1% |
| 60 | 15 | 1.0% |
| 39 | 14 | 1.0% |
| Other values (192) | 633 |
| Value | Count | Frequency (%) |
| 0 | 656 | |
| 4 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 3 | 0.2% |
| 15 | 1 | 0.1% |
| 16 | 8 | 0.5% |
| 17 | 2 | 0.1% |
| 18 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 547 | 1 | |
| 523 | 1 | |
| 502 | 1 | |
| 418 | 1 | |
| 406 | 1 | |
| 364 | 1 | |
| 341 | 1 | |
| 319 | 1 | |
| 312 | 2 | |
| 304 | 1 |
OverallCond
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5753425 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1127993 |
|---|---|
| Coefficient of variation (CV) | 0.199593 |
| Kurtosis | 1.1064135 |
| Mean | 5.5753425 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.69306747 |
| Sum | 8140 |
| Variance | 1.2383224 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 9 | 22 | 1.5% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 5 | 0.3% |
| 3 | 25 | 1.7% |
| 4 | 57 | 3.9% |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 9 | 22 | 1.5% |
| Value | Count | Frequency (%) |
| 9 | 22 | 1.5% |
| 8 | 72 | 4.9% |
| 7 | 205 | 14.0% |
| 6 | 252 | 17.3% |
| 5 | 821 | |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
OverallQual
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0993151 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3829965 |
|---|---|
| Coefficient of variation (CV) | 0.22674621 |
| Kurtosis | 0.096292778 |
| Mean | 6.0993151 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.21694393 |
| Sum | 8905 |
| Variance | 1.9126794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 4 | 116 | 7.9% |
| 9 | 43 | 2.9% |
| 3 | 20 | 1.4% |
| 10 | 18 | 1.2% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 3 | 0.2% |
| 3 | 20 | 1.4% |
| 4 | 116 | 7.9% |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 9 | 43 | 2.9% |
| 10 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 18 | 1.2% |
| 9 | 43 | 2.9% |
| 8 | 168 | |
| 7 | 319 | |
| 6 | 374 | |
| 5 | 397 | |
| 4 | 116 | 7.9% |
| 3 | 20 | 1.4% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
TotalBsmtSF
Real number (ℝ)
Zeros 
| Distinct | 721 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1057.4295 |
| Minimum | 0 |
|---|---|
| Maximum | 6110 |
| Zeros | 37 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519.3 |
| Q1 | 795.75 |
| median | 991.5 |
| Q3 | 1298.25 |
| 95-th percentile | 1753 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range (IQR) | 502.5 |
Descriptive statistics
| Standard deviation | 438.70532 |
|---|---|
| Coefficient of variation (CV) | 0.41487905 |
| Kurtosis | 13.250483 |
| Mean | 1057.4295 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.5242545 |
| Sum | 1543847 |
| Variance | 192462.36 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 37 | 2.5% |
| 864 | 35 | 2.4% |
| 672 | 17 | 1.2% |
| 912 | 15 | 1.0% |
| 1040 | 14 | 1.0% |
| 816 | 13 | 0.9% |
| 768 | 12 | 0.8% |
| 728 | 12 | 0.8% |
| 894 | 11 | 0.8% |
| 780 | 11 | 0.8% |
| Other values (711) | 1283 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 105 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 264 | 3 | 0.2% |
| 270 | 1 | 0.1% |
| 290 | 1 | 0.1% |
| 319 | 1 | 0.1% |
| 360 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 384 | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 6110 | 1 | |
| 3206 | 1 | |
| 3200 | 1 | |
| 3138 | 1 | |
| 3094 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2444 | 1 | |
| 2396 | 1 | |
| 2392 | 1 |
WoodDeckSF
Real number (ℝ)
Missing  Zeros 
| Distinct | 58 |
|---|---|
| Distinct (%) | 37.4% |
| Missing | 1305 |
| Missing (%) | 89.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.74194 |
| Minimum | 0 |
|---|---|
| Maximum | 736 |
| Zeros | 78 |
| Zeros (%) | 5.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 182.5 |
| 95-th percentile | 355.3 |
| Maximum | 736 |
| Range | 736 |
| Interquartile range (IQR) | 182.5 |
Descriptive statistics
| Standard deviation | 135.54315 |
|---|---|
| Coefficient of variation (CV) | 1.3065416 |
| Kurtosis | 2.7810699 |
| Mean | 103.74194 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5114787 |
| Sum | 16080 |
| Variance | 18371.946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 78 | 5.3% |
| 192 | 5 | 0.3% |
| 120 | 4 | 0.3% |
| 100 | 4 | 0.3% |
| 144 | 3 | 0.2% |
| 216 | 2 | 0.1% |
| 196 | 2 | 0.1% |
| 300 | 2 | 0.1% |
| 240 | 2 | 0.1% |
| 160 | 2 | 0.1% |
| Other values (48) | 51 | 3.5% |
| (Missing) | 1305 |
| Value | Count | Frequency (%) |
| 0 | 78 | |
| 24 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 36 | 1 | 0.1% |
| 44 | 1 | 0.1% |
| 78 | 1 | 0.1% |
| 84 | 1 | 0.1% |
| 100 | 4 | 0.3% |
| 104 | 1 | 0.1% |
| 105 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 736 | 1 | |
| 550 | 1 | |
| 466 | 1 | |
| 431 | 1 | |
| 416 | 1 | |
| 382 | 1 | |
| 364 | 1 | |
| 356 | 1 | |
| 355 | 1 | |
| 351 | 1 |
YearBuilt
Real number (ℝ)
| Distinct | 112 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.2678 |
| Minimum | 1872 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.202904 |
|---|---|
| Coefficient of variation (CV) | 0.015321563 |
| Kurtosis | -0.43955194 |
| Mean | 1971.2678 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.61346117 |
| Sum | 2878051 |
| Variance | 912.21541 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2006 | 67 | 4.6% |
| 2005 | 64 | 4.4% |
| 2004 | 54 | 3.7% |
| 2007 | 49 | 3.4% |
| 2003 | 45 | 3.1% |
| 1976 | 33 | 2.3% |
| 1977 | 32 | 2.2% |
| 1920 | 30 | 2.1% |
| 1959 | 26 | 1.8% |
| 1998 | 25 | 1.7% |
| Other values (102) | 1035 |
| Value | Count | Frequency (%) |
| 1872 | 1 | 0.1% |
| 1875 | 1 | 0.1% |
| 1880 | 4 | 0.3% |
| 1882 | 1 | 0.1% |
| 1885 | 2 | 0.1% |
| 1890 | 2 | 0.1% |
| 1892 | 2 | 0.1% |
| 1893 | 1 | 0.1% |
| 1898 | 1 | 0.1% |
| 1900 | 10 |
| Value | Count | Frequency (%) |
| 2010 | 1 | 0.1% |
| 2009 | 18 | 1.2% |
| 2008 | 23 | 1.6% |
| 2007 | 49 | |
| 2006 | 67 | |
| 2005 | 64 | |
| 2004 | 54 | |
| 2003 | 45 | |
| 2002 | 23 | 1.6% |
| 2001 | 20 | 1.4% |
YearRemodAdd
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.8658 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1967 |
| median | 1994 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 20.645407 |
|---|---|
| Coefficient of variation (CV) | 0.010401412 |
| Kurtosis | -1.2722452 |
| Mean | 1984.8658 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.503562 |
| Sum | 2897904 |
| Variance | 426.23282 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1950 | 178 | 12.2% |
| 2006 | 97 | 6.6% |
| 2007 | 76 | 5.2% |
| 2005 | 73 | 5.0% |
| 2004 | 62 | 4.2% |
| 2000 | 55 | 3.8% |
| 2003 | 51 | 3.5% |
| 2002 | 48 | 3.3% |
| 2008 | 40 | 2.7% |
| 1996 | 36 | 2.5% |
| Other values (51) | 744 |
| Value | Count | Frequency (%) |
| 1950 | 178 | |
| 1951 | 4 | 0.3% |
| 1952 | 5 | 0.3% |
| 1953 | 10 | 0.7% |
| 1954 | 14 | 1.0% |
| 1955 | 9 | 0.6% |
| 1956 | 10 | 0.7% |
| 1957 | 9 | 0.6% |
| 1958 | 15 | 1.0% |
| 1959 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 2010 | 6 | 0.4% |
| 2009 | 23 | 1.6% |
| 2008 | 40 | |
| 2007 | 76 | |
| 2006 | 97 | |
| 2005 | 73 | |
| 2004 | 62 | |
| 2003 | 51 | |
| 2002 | 48 | |
| 2001 | 21 | 1.4% |
SalePrice
Real number (ℝ)
| Distinct | 663 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180921.2 |
| Minimum | 34900 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129975 |
| median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326100 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84025 |
Descriptive statistics
| Standard deviation | 79442.503 |
|---|---|
| Coefficient of variation (CV) | 0.43910003 |
| Kurtosis | 6.5362819 |
| Mean | 180921.2 |
| Median Absolute Deviation (MAD) | 38000 |
| Skewness | 1.8828758 |
| Sum | 2.6414495 × 108 |
| Variance | 6.3111113 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 140000 | 20 | 1.4% |
| 135000 | 17 | 1.2% |
| 155000 | 14 | 1.0% |
| 145000 | 14 | 1.0% |
| 190000 | 13 | 0.9% |
| 110000 | 13 | 0.9% |
| 115000 | 12 | 0.8% |
| 160000 | 12 | 0.8% |
| 130000 | 11 | 0.8% |
| 139000 | 11 | 0.8% |
| Other values (653) | 1323 |
| Value | Count | Frequency (%) |
| 34900 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 52000 | 1 | |
| 52500 | 1 | |
| 55000 | 2 | |
| 55993 | 1 | |
| 58500 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 611657 | 1 | |
| 582933 | 1 | |
| 556581 | 1 | |
| 555000 | 1 | |
| 538000 | 1 | |
| 501837 | 1 | |
| 485000 | 1 |
Interactions
Missing values
Sample
| 1stFlrSF | 2ndFlrSF | BedroomAbvGr | BsmtExposure | BsmtFinSF1 | BsmtFinType1 | BsmtUnfSF | EnclosedPorch | GarageArea | GarageFinish | GarageYrBlt | GrLivArea | KitchenQual | LotArea | LotFrontage | MasVnrArea | OpenPorchSF | OverallCond | OverallQual | TotalBsmtSF | WoodDeckSF | YearBuilt | YearRemodAdd | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 856 | 854.0 | 3.0 | No | 706 | GLQ | 150 | 0.0 | 548 | RFn | 2003.0 | 1710 | Gd | 8450 | 65.0 | 196.0 | 61 | 5 | 7 | 856 | 0.0 | 2003 | 2003 | 208500 |
| 1 | 1262 | 0.0 | 3.0 | Gd | 978 | ALQ | 284 | NaN | 460 | RFn | 1976.0 | 1262 | TA | 9600 | 80.0 | 0.0 | 0 | 8 | 6 | 1262 | NaN | 1976 | 1976 | 181500 |
| 2 | 920 | 866.0 | 3.0 | Mn | 486 | GLQ | 434 | 0.0 | 608 | RFn | 2001.0 | 1786 | Gd | 11250 | 68.0 | 162.0 | 42 | 5 | 7 | 920 | NaN | 2001 | 2002 | 223500 |
| 3 | 961 | NaN | NaN | No | 216 | ALQ | 540 | NaN | 642 | Unf | 1998.0 | 1717 | Gd | 9550 | 60.0 | 0.0 | 35 | 5 | 7 | 756 | NaN | 1915 | 1970 | 140000 |
| 4 | 1145 | NaN | 4.0 | Av | 655 | GLQ | 490 | 0.0 | 836 | RFn | 2000.0 | 2198 | Gd | 14260 | 84.0 | 350.0 | 84 | 5 | 8 | 1145 | NaN | 2000 | 2000 | 250000 |
| 5 | 796 | 566.0 | 1.0 | No | 732 | GLQ | 64 | NaN | 480 | Unf | 1993.0 | 1362 | TA | 14115 | 85.0 | 0.0 | 30 | 5 | 5 | 796 | NaN | 1993 | 1995 | 143000 |
| 6 | 1694 | 0.0 | 3.0 | Av | 1369 | GLQ | 317 | NaN | 636 | RFn | 2004.0 | 1694 | Gd | 10084 | 75.0 | 186.0 | 57 | 5 | 8 | 1686 | NaN | 2004 | 2005 | 307000 |
| 7 | 1107 | 983.0 | 3.0 | Mn | 859 | ALQ | 216 | NaN | 484 | NaN | 1973.0 | 2090 | TA | 10382 | NaN | 240.0 | 204 | 6 | 7 | 1107 | NaN | 1973 | 1973 | 200000 |
| 8 | 1022 | 752.0 | 2.0 | No | 0 | Unf | 952 | NaN | 468 | Unf | 1931.0 | 1774 | TA | 6120 | 51.0 | 0.0 | 0 | 5 | 7 | 952 | NaN | 1931 | 1950 | 129900 |
| 9 | 1077 | 0.0 | 2.0 | No | 851 | GLQ | 140 | NaN | 205 | RFn | 1939.0 | 1077 | TA | 7420 | 50.0 | 0.0 | 4 | 6 | 5 | 991 | NaN | 1939 | 1950 | 118000 |
| 1stFlrSF | 2ndFlrSF | BedroomAbvGr | BsmtExposure | BsmtFinSF1 | BsmtFinType1 | BsmtUnfSF | EnclosedPorch | GarageArea | GarageFinish | GarageYrBlt | GrLivArea | KitchenQual | LotArea | LotFrontage | MasVnrArea | OpenPorchSF | OverallCond | OverallQual | TotalBsmtSF | WoodDeckSF | YearBuilt | YearRemodAdd | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | 896 | 896.0 | 4.0 | No | 0 | Unf | 896 | NaN | 0 | NaN | NaN | 1792 | TA | 9000 | 60.0 | 0.0 | 45 | 5 | 5 | 896 | NaN | 1974 | 1974 | 136000 |
| 1451 | 1578 | 0.0 | 3.0 | No | 0 | Unf | 1573 | NaN | 840 | NaN | 2008.0 | 1578 | Ex | 9262 | 78.0 | 194.0 | 36 | 5 | 8 | 1573 | NaN | 2008 | 2009 | 287090 |
| 1452 | 1072 | 0.0 | 2.0 | Gd | 547 | GLQ | 0 | NaN | 525 | Fin | 2005.0 | 1072 | TA | 3675 | 35.0 | 80.0 | 28 | 5 | 5 | 547 | NaN | 2005 | 2005 | 145000 |
| 1453 | 1140 | 0.0 | 3.0 | No | 0 | Unf | 1140 | 0.0 | 0 | NaN | NaN | 1140 | TA | 17217 | 90.0 | 0.0 | 56 | 5 | 5 | 1140 | NaN | 2006 | 2006 | 84500 |
| 1454 | 1221 | 0.0 | 2.0 | No | 410 | GLQ | 811 | 0.0 | 400 | RFn | 2004.0 | 1221 | Gd | 7500 | 62.0 | 0.0 | 113 | 5 | 7 | 1221 | NaN | 2004 | 2005 | 185000 |
| 1455 | 953 | 694.0 | 3.0 | No | 0 | Unf | 953 | NaN | 460 | RFn | 1999.0 | 1647 | TA | 7917 | 62.0 | 0.0 | 40 | 5 | 6 | 953 | 0.0 | 1999 | 2000 | 175000 |
| 1456 | 2073 | 0.0 | NaN | No | 790 | ALQ | 589 | NaN | 500 | Unf | 1978.0 | 2073 | TA | 13175 | 85.0 | 119.0 | 0 | 6 | 6 | 1542 | NaN | 1978 | 1988 | 210000 |
| 1457 | 1188 | 1152.0 | 4.0 | No | 275 | GLQ | 877 | NaN | 252 | RFn | 1941.0 | 2340 | Gd | 9042 | 66.0 | 0.0 | 60 | 9 | 7 | 1152 | NaN | 1941 | 2006 | 266500 |
| 1458 | 1078 | 0.0 | 2.0 | Mn | 49 | NaN | 0 | 112.0 | 240 | Unf | 1950.0 | 1078 | Gd | 9717 | 68.0 | 0.0 | 0 | 6 | 5 | 1078 | NaN | 1950 | 1996 | 142125 |
| 1459 | 1256 | 0.0 | 3.0 | No | 830 | BLQ | 136 | 0.0 | 276 | Fin | 1965.0 | 1256 | TA | 9937 | 75.0 | 0.0 | 68 | 6 | 5 | 1256 | 736.0 | 1965 | 1965 | 147500 |